... without actually understanding what triggered the failure. So I changed the order. Now my first request is: Reproduce the failure before changing anything. I ask the agent to: identify the exact failing scenario reproduce it locally show the expected vs actual behavior identify the smallest failing case explain what it thinks is happening only then propose a fix That extra step has been useful because it separates: I found some code that looks suspicious from: I can actually reproduce ... ... work. Where it doesn't apply: fixes that remove a precondition instead of changing behaviour. I moved some work off a critical path this week so a later failure can't happen at all. Nothing goes red against the old

... explaining features before explaining problems. A visitor does not wake up thinking: "I want a software dashboard with API integration." They think: "I need a better way to solve this problem." So I changed the homepage structure. The oldversion started with technical features. The new

... include a few more examples for portfolio customization. I figured everything out quickly, but beginners may spend extra time searching for specific settings. After seven days, the finished website was faster, easier to manage, and much cleaner than the oldversion. The biggest lesson wasn't about design. It was about structure. Most agency websites don't fail because they look bad. They fail because visitors can't quickly understand what the company does and where to find the work ...

... demo. Comment from Omar Ghandour(@omarships): @galdayan  Both, and you don't have to wait for it to fix itself. Two ways. One: the next correct run supersedes the old fact automatically. The memory's a temporal graph, so when new info contradicts something, it invalidates the stale version

... safer model, good to hear you're keeping it that way rather than adding an implicit regen trigger. the v2.2 versioning approach sounds like the right way to add the iterative loop back without reintroducing the clobbering risk - keeping old

... want, no bidding games Better analytics for companies running campaigns Global payments are live. Advertisers anywhere can pay now Install (or upgrade): npm i -g idledev-cli idledev signin <your-token> idledev claude Already on the oldversion? Just run: npm i -g idledev-cli@latest idledev install Full setup guide (Windows and Mac, all the agents): https://idledev.xyz/docs Would genuinely love feedback from this community. Comment from Ishaan(@ishaan_5): @codeandsea   Hi Brent! Glad ...

... only if the Q&A is visible on the page no hidden accordions. What the results look like We tested the new RCGE on 50 pieces of content before the March update. Compared to 50 pieces from the oldversion: Metric

... their 2024 prices. Users thought they were hiding costs. Three enterprise deals fell through before they discovered the issue. Example B: Founder background A fintech founder's Wikipedia was updated to remove an old affiliation. Perplexity still cites the old

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... achievements people can easily follow your full journey others can support you and give boosts your progress stays visible and structured Now I m trying to be very honest with myself: Are these changes worth it? Or was the oldversion actually better? If you want to see it yourself: https://goachievo.com/launch/ I d really appreciate feedback - especially from a "first-time visitor" point of view. Does the new

... positive results with that? Comment from Panichev Tihon(@panichev_tihon): I'm leaving it as a reminder of how fast I'm growing ! Comment from Rashi Arora(@rashiaroraofficial): @busmark_w_nika  Maybe. But I feel, friends know our oldversions showing them your work feels like exposing a new self. Comment from Rashi Arora(@rashiaroraofficial): OMG, I used to do the same in 2021, when I started creating content on LinkedIn. Any post that used to tank would give ...

... Processes reorganize around what the system can now do natively. The real productivity gain isn t automation. It s rethinking the architecture entirely. Curious to hear from this crowd: What s one workflow you rebuilt because AI made the oldversion irrelevant? Comment from Musa Molla(@musa_molla): @norteapp  That s a powerful shift. Once agents can handle the first-pass interpretation, the workflow stops being about consuming everything and becomes about resolving the edges. Most of the value ... ... boundaries instead of effort in the middle. Comment from Musa Molla(@musa_molla): @abod_rehman  Absolutely AI removes some constraints and creates new ones. The interesting part is that the new constraints usually expose where the

... community! We launched 2pr.io on Product Hunt today, and I wanted to share how drastically the product evolved in just 6 months since our first version. What changed: 1/ Multi-account management - Perfect for B2B teams and freelancers managing client profiles (launching today!) 2/ Complete content cycle coverage - Now includes full LinkedIn analytics via official API, not just post creation 3/ Idea discovery from trending content - Pull inspiration from what's hot on Reddit and X, adapted for LinkedIn audience ... ... tools available without subscription 5/ 10x better text generation - Much more personalized outputs that actually sound like you, not generic AI 6/ Completely redesigned UI/UX - Night and day difference from v1 (honestly a bit embarrassed looking back at the old

... team collaboration That s it! What should they ship next from your perspective? Comment from Sanskar Yadav(@sanskarix): Impressive month! Next up, would love a history view so you can time-travel through previous generations and easily restore an oldversion Comment from fmerian(@fmerian): @sanskarix  oh weird. Each time v0 updates a code block from a message, it creates a new

... startups and small businesses for years, and one recurring frustration I kept facing was email. When Google Workspace increased its prices, it hit me hard I realized how dependent we all are on big providers, with very few affordable alternatives. Other options I tried were either too complicated (endless configs, DNS headaches ) or outdated with poor deliverability. So, I decided to build nubo.email . It s a modern, privacy-first email hosting service that s simple to set up, affordable ... ... love for you to try it out, share your thoughts, and help me shape nubo.email into the email solution we ve all been waiting for . Comment from Ninad Chandorkar(@koolninad): Now we have an update, we scrapped the old

... building AI-powered Intercom that doesn't have a human backend. Maybe: "Set up AI intercom on your website in 3 minutes" Or "Automated sales chatbot for your website" The real questions is how does this stand out vs other chatbots (e.g. Intercom). Comment from Rajiv Ayyangar(@rajiv_ayyangar): @imtiyazmohammed This is a well-worn category, and this tagline isn't answering the "yeah, but is it good?" question for me. I'm not sure what "smart content curation" means ... ... thanks for your kind response. Comment from Obie Akpachiogu(@obie_akpachiogu1): @nuellaugochi Thank you. Will review. Comment from Obie Akpachiogu(@obie_akpachiogu1): Hi Rajiv, I'm so glad to meet you. We are preparing to launch a Canva alternative

... gamers are aware of the term sunsetting, it is something that is done to oldversions to decrease its relevance and limit functionality, to make the new